Early detection of COVID-19 outbreaks using human mobility data인간 이동성 데이터를 사용한 COVID-19 발병의 조기 탐지Research Article Published on 2021-07-202022-09-10 Journal: PLoS ONE [Category] MERS, 치료제, [키워드] Accuracy average best Cell country COVID-19 outbreak develop Early detection evaluate goodness of fit Government Health Intervention location lockdown magnitude measure Model occur outbreak predict predicted Predictive model predictive models predictor predictors provide reducing Region Result severity severity of COVID-19 social distancing spread of COVID-19 the timing widespread [DOI] 10.1371/journal.pone.0253865 PMC 바로가기 [Article Type] Research Article
Prediction of COVID-19 deterioration in high-risk patients at diagnosis: an early warning score for advanced COVID-19 developed by machine learningOriginal Paper Published on 2021-07-192022-10-29 Journal: Infection [Category] COVID-19, COVID19(2023년), SARS, [키워드] Acute kidney injury Advanced stage age AUC baseline body mass index clinical Complicated stage Contact COVID-19 CRP dataset Deterioration Diagnosis Dyspnea Early warning score European high-risk patient Hospitalization identifying Inflammation LDH LEOSS lymphocyte counts machine learning medical intervention Mild multicenter oxygen saturation parameter Patient patients prediction Predictive Predictive model pulmonary involvement Result risk SARS-CoV-2 SARS-CoV-2 positive patient score selected smoking supplementary material survey temperature training dataset translated Treatment validation cohort variable variables were used while [DOI] 10.1007/s15010-021-01656-z PMC 바로가기 [Article Type] Original Paper
Understanding and predicting COVID-19 clinical trial completion vs . cessationCOVID-19 임상 시험 완료 vs 이해 및 예측.중지Research Article Published on 2021-07-122022-09-10 Journal: PLoS ONE [Category] MERS, SARS, 임상, [키워드] Accuracy addition administration approach Area AUC build clinical trial Complete completion computational method Computational methods COVID-19 criteria Curve effective eligibility Factor feature Features help information predict Predictive model predictive models Registered Research Trial trials understanding withdrawn [DOI] 10.1371/journal.pone.0253789 PMC 바로가기 [Article Type] Research Article
Machine learning models for the prediction of the SEIRD variables for the COVID-19 pandemic based on a deep dependence analysis of variablesResearch article Published on 2021-07-012022-10-05 Journal: Computers in biology and medicine [Category] SARS, 유전자 메커니즘, [키워드] age Analysis applied approach average collected COVID-19 COVID-19 pandemic Data dependence analysis examined include machine machine learning mathematical methodology Metrics morbidity multicollinearity Prediction model Predictive model predictive models problems recovered reduction total population variable variables [DOI] 10.1016/j.compbiomed.2021.104500 [Article Type] Research article
Psychological consequences of hospital isolation during the COVID-19 pandemic – research on the sample of polish firefighting academy studentsArticle Published on 2021-06-282022-10-31 Journal: Current Psychology (New Brunswick, N.j.) [Category] COVID-19, [키워드] affected age Anxiety carried cause consequence control group coronavirus COVID-19 COVID-19 epidemic COVID-19 pandemic Depression determine emotional General population greater group healthy highlight hospital Hospitalized IES-R Infection Isolation lockdown mechanism men mental health National pandemic Patient patients treated PHQ-9 Post Covid-19 traumatic stress syndrome Post-traumatic stress disorder Predictive model predictor psychological support PTSD quarantine reaction Reactions Research resulting SARS-CoV-2 SARS-CoV-2 virus infection severity sick sliding scale social distancing Symptom Symptoms symptoms of depression symptoms of PTSD the disease were assessed [DOI] 10.1007/s12144-021-01982-3 PMC 바로가기 [Article Type] Article
Risk of Mycoplasma pneumoniae -related hepatitis in MP pneumonia pediatric patients: a predictive model construction and assessmentResearch Article Published on 2021-06-212023-08-29 Journal: BMC Pediatrics [Category] E형 간염, [키워드] Mycoplasma pneumoniae pneumonia Mycoplasma pneumoniae-related hepatitis Pediatric patients Predictive model [DOI] 10.1186/s12887-021-02732-x PMC 바로가기 [Article Type] Research Article
Investigating the drivers of the spatio-temporal heterogeneity in COVID-19 hospital incidence—Belgium as a study caseResearch Published on 2021-06-142022-10-30 Journal: International Journal of Health Geographics [Category] COVID-19, MERS, SARS, [키워드] affecting Analysis approach association associations Belgium boosted regression trees can be used Community country covariates COVID-19 COVID-19 epidemic COVID-19 hospitalisation COVID-19 pandemic develop driver Epidemic exhibiting feasibility Health heterogeneity hospital hospitalisation Hospitalisation incidence identifying impacted incidence Infection lack limitations Local Measures mitigate Mortality National overcome predict Predictive model Result resulting Spatial covariates supplementary material Taking Temporal covariates variables Variation [DOI] 10.1186/s12942-021-00281-1 PMC 바로가기 [Article Type] Research
Using Machine Learning Algorithms to Develop a Clinical Decision-Making Tool for COVID-19 InpatientsArticle Published on 2021-06-092022-10-29 Journal: International Journal of Environmental Research an [Category] COVID-19, MERS, SARS, [키워드] Analysis Bayesian network Bayesian networks clinical clinical care clinical information contributed COVID-19 deaths develop diagnosed with COVID-19 electronic patient record hospital IMPROVE independent Inpatient Inpatients machine learning Mortality multivariable outcome outcomes predict Predictive Predictive model predictor variable Probability Pulmonary embolism Quantitative random Random forest required Research retrospective risk factor Risk factors risk stratification SARS CoV secondary outcome selected synthetic minority oversampling technique (SMOTE) Treatment utility variable ventilatory support [DOI] 10.3390/ijerph18126228 PMC 바로가기 [Article Type] Article
A vital sign-based prediction algorithm for differentiating COVID-19 versus seasonal influenza in hospitalized patientsArticle Published on 2021-06-042022-10-30 Journal: NPJ Digital Medicine [Category] COVID-19, [키워드] Algorithm AUC characteristic Classifier Clinical course COVID-19 database dataset diagnose Diagnosis diagnostic disease Diseases Health care healthcare healthcare worker hospitalized patient Infection Influenza internal and external Laboratory machine-learning organizations outcomes Patient Predictive model ROC AUC Seasonal influenza utility viral infection viral infections vital sign [DOI] 10.1038/s41746-021-00467-8 PMC 바로가기 [Article Type] Article
Predictive Markers of Immunogenicity and Efficacy for Human VaccinesReview Published on 2021-06-012022-10-28 Journal: Vaccines [Category] COVID-19, [키워드] acute respiratory syndrome adopted animal model applied approach coronavirus Data analysis develop Efficacy effort help high-throughput technologies Human human populations humans identifying immune immune signature Immunity immunogenicity in silico in vivo imaging increasingly machine learning malaria marker methodology Pandemics Pathogens preclinical models preclinical study Predictive predictive biomarkers Predictive model probe protective responses Research responses SARS-CoV-2 Systems biology systems immunology translational Tuberculosis unsupervised analyses vaccination Vaccination strategies Vaccine vaccine candidate vaccine signatures Vaccines Zika virus [DOI] 10.3390/vaccines9060579 PMC 바로가기 [Article Type] Review